AutoEDA Report: Credit Segmentation

Brought to you by YData

Dataset statistics

Number of variables	18
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.0 MiB
Average record size in memory	309.5 B

Variable types

Text	1
Numeric	14
Categorical	3

Alerts

`avg_monthly_spend` is highly overall correlated with `spend_credit_score_interaction` and 1 other fields	High correlation
`credit_card_limit` is highly overall correlated with `spend_to_limit_ratio`	High correlation
`debt_to_income_ratio` is highly overall correlated with `loan_balance` and 1 other fields	High correlation
`income` is highly overall correlated with `pca1`	High correlation
`loan_balance` is highly overall correlated with `debt_to_income_ratio` and 1 other fields	High correlation
`loan_balance_log` is highly overall correlated with `debt_to_income_ratio` and 1 other fields	High correlation
`missed_payments` is highly overall correlated with `pca1`	High correlation
`pca1` is highly overall correlated with `income` and 1 other fields	High correlation
`spend_credit_score_interaction` is highly overall correlated with `avg_monthly_spend` and 1 other fields	High correlation
`spend_to_limit_ratio` is highly overall correlated with `avg_monthly_spend` and 2 other fields	High correlation
`spend_to_limit_ratio` is highly skewed (γ1 = -94.69734502)	Skewed
`debt_to_income_ratio` is highly skewed (γ1 = 40.56501671)	Skewed
`customer_id` has unique values	Unique
`pca1` has unique values	Unique
`pca2` has unique values	Unique
`spend_to_limit_ratio` has unique values	Unique
`debt_to_income_ratio` has unique values	Unique
`num_credit_cards` has 1340 (13.4%) zeros	Zeros
`missed_payments` has 2210 (22.1%) zeros	Zeros

Reproduction

Analysis started	2025-04-14 16:49:34.122681
Analysis finished	2025-04-14 16:49:48.923688
Duration	14.8 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

customer_id
Text

Unique

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	644.7 KiB

Length

Max length	9
Median length	9
Mean length	9
Min length	9

Characters and Unicode

Total characters	90000
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	10000 ?
Unique (%)	100.0%

Sample

1st row	CUST00000
2nd row	CUST00001
3rd row	CUST00002
4th row	CUST00003
5th row	CUST00004

Value	Count	Frequency (%)
cust00000	1	< 0.1%
cust00008	1	< 0.1%
cust00017	1	< 0.1%
cust00002	1	< 0.1%
cust00003	1	< 0.1%
cust00004	1	< 0.1%
cust00005	1	< 0.1%
cust00006	1	< 0.1%
cust00007	1	< 0.1%
cust00009	1	< 0.1%
Other values (9990)	9990	99.9%

Most occurring characters

Value	Count	Frequency (%)
0	14000	15.6%
C	10000	11.1%
U	10000	11.1%
S	10000	11.1%
T	10000	11.1%
6	4000	4.4%
7	4000	4.4%
3	4000	4.4%
4	4000	4.4%
5	4000	4.4%
Other values (4)	16000	17.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	90000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	14000	15.6%
C	10000	11.1%
U	10000	11.1%
S	10000	11.1%
T	10000	11.1%
6	4000	4.4%
7	4000	4.4%
3	4000	4.4%
4	4000	4.4%
5	4000	4.4%
Other values (4)	16000	17.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	90000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	14000	15.6%
C	10000	11.1%
U	10000	11.1%
S	10000	11.1%
T	10000	11.1%
6	4000	4.4%
7	4000	4.4%
3	4000	4.4%
4	4000	4.4%
5	4000	4.4%
Other values (4)	16000	17.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	90000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	14000	15.6%
C	10000	11.1%
U	10000	11.1%
S	10000	11.1%
T	10000	11.1%
6	4000	4.4%
7	4000	4.4%
3	4000	4.4%
4	4000	4.4%
5	4000	4.4%
Other values (4)	16000	17.8%

age
Real number (ℝ)

Distinct	52
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.5394

Minimum	18
Maximum	69
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	18
5-th percentile	20
Q1	31
median	43
Q3	56
95-th percentile	67
Maximum	69
Range	51
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	14.911636
Coefficient of variation (CV)	0.34248602
Kurtosis	-1.1809278
Mean	43.5394
Median Absolute Deviation (MAD)	13
Skewness	0.0020168078
Sum	435394
Variance	222.35688
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
43	227	2.3%
62	219	2.2%
66	218	2.2%
40	216	2.2%
34	213	2.1%
52	212	2.1%
64	211	2.1%
45	211	2.1%
38	206	2.1%
35	205	2.1%
Other values (42)	7862	78.6%

Value	Count	Frequency (%)
18	177	1.8%
19	201	2.0%
20	191	1.9%
21	196	2.0%
22	189	1.9%
23	190	1.9%
24	163	1.6%
25	192	1.9%
26	181	1.8%
27	176	1.8%

Value	Count	Frequency (%)
69	181	1.8%
68	196	2.0%
67	178	1.8%
66	218	2.2%
65	178	1.8%
64	211	2.1%
63	172	1.7%
62	219	2.2%
61	192	1.9%
60	167	1.7%

income
Real number (ℝ)

High correlation

Distinct	9986
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59996.199

Minimum	-18448.01
Maximum	130581.1
Zeros	0
Zeros (%)	0.0%
Negative	16
Negative (%)	0.2%
Memory size	78.2 KiB

Quantile statistics

Minimum	-18448.01
5-th percentile	26952.882
Q1	46564.598
median	59942.99
Q3	73532.582
95-th percentile	92779.506
Maximum	130581.1
Range	149029.11
Interquartile range (IQR)	26967.985

Descriptive statistics

Standard deviation	20092.986
Coefficient of variation (CV)	0.33490431
Kurtosis	0.035065369
Mean	59996.199
Median Absolute Deviation (MAD)	13510.915
Skewness	-0.00043851986
Sum	5.9996199 × 10⁸
Variance	4.0372808 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
44487.87	2	< 0.1%
62367	2	< 0.1%
52487.33	2	< 0.1%
52659.55	2	< 0.1%
60467.7	2	< 0.1%
63028.15	2	< 0.1%
79888.29	2	< 0.1%
78438.73	2	< 0.1%
62734.93	2	< 0.1%
58965.74	2	< 0.1%
Other values (9976)	9980	99.8%

Value	Count	Frequency (%)
-18448.01	1	< 0.1%
-16733.11	1	< 0.1%
-13767.31	1	< 0.1%
-12021.7	1	< 0.1%
-7511.58	1	< 0.1%
-6590.08	1	< 0.1%
-6422.29	1	< 0.1%
-5006.67	1	< 0.1%
-4830.28	1	< 0.1%
-4651.31	1	< 0.1%

Value	Count	Frequency (%)
130581.1	1	< 0.1%
128578.21	1	< 0.1%
127555.36	1	< 0.1%
127547.66	1	< 0.1%
125755.22	1	< 0.1%
125714.47	1	< 0.1%
125682.36	1	< 0.1%
123731.5	1	< 0.1%
123155.43	1	< 0.1%
122353.62	1	< 0.1%

employment_status
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	639.8 KiB

Employed	5962
Freelancer	1976
Unemployed	1051
Retired	1011

Length

Max length	10
Median length	8
Mean length	8.5043
Min length	7

Characters and Unicode

Total characters	85043
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Unemployed
2nd row	Freelancer
3rd row	Freelancer
4th row	Unemployed
5th row	Retired

Common Values

Value	Count	Frequency (%)
Employed	5962	59.6%
Freelancer	1976	19.8%
Unemployed	1051	10.5%
Retired	1011	10.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
employed	5962	59.6%
freelancer	1976	19.8%
unemployed	1051	10.5%
retired	1011	10.1%

Most occurring characters

Value	Count	Frequency (%)
e	16014	18.8%
l	8989	10.6%
d	8024	9.4%
p	7013	8.2%
o	7013	8.2%
y	7013	8.2%
m	7013	8.2%
E	5962	7.0%
r	4963	5.8%
n	3027	3.6%
Other values (7)	10012	11.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	85043	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	16014	18.8%
l	8989	10.6%
d	8024	9.4%
p	7013	8.2%
o	7013	8.2%
y	7013	8.2%
m	7013	8.2%
E	5962	7.0%
r	4963	5.8%
n	3027	3.6%
Other values (7)	10012	11.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	85043	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	16014	18.8%
l	8989	10.6%
d	8024	9.4%
p	7013	8.2%
o	7013	8.2%
y	7013	8.2%
m	7013	8.2%
E	5962	7.0%
r	4963	5.8%
n	3027	3.6%
Other values (7)	10012	11.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	85043	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	16014	18.8%
l	8989	10.6%
d	8024	9.4%
p	7013	8.2%
o	7013	8.2%
y	7013	8.2%
m	7013	8.2%
E	5962	7.0%
r	4963	5.8%
n	3027	3.6%
Other values (7)	10012	11.8%

credit_card_limit
Real number (ℝ)

High correlation

Distinct	9953
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9972.4282

Minimum	-3396.81
Maximum	21074.87
Zeros	0
Zeros (%)	0.0%
Negative	6
Negative (%)	0.1%
Memory size	78.2 KiB

Quantile statistics

Minimum	-3396.81
5-th percentile	5118.9795
Q1	7905.7675
median	9992.105
Q3	12022.95
95-th percentile	14938.139
Maximum	21074.87
Range	24471.68
Interquartile range (IQR)	4117.1825

Descriptive statistics

Standard deviation	2990.1251
Coefficient of variation (CV)	0.29983922
Kurtosis	-0.009431925
Mean	9972.4282
Median Absolute Deviation (MAD)	2053.71
Skewness	0.0076802263
Sum	99724282
Variance	8940848.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8707.97	2	< 0.1%
11461.03	2	< 0.1%
11905.39	2	< 0.1%
11930.92	2	< 0.1%
12444.96	2	< 0.1%
7638.56	2	< 0.1%
15081.87	2	< 0.1%
11286.32	2	< 0.1%
13682.38	2	< 0.1%
6837.55	2	< 0.1%
Other values (9943)	9980	99.8%

Value	Count	Frequency (%)
-3396.81	1	< 0.1%
-598.45	1	< 0.1%
-485.14	1	< 0.1%
-360.06	1	< 0.1%
-282.73	1	< 0.1%
-18.07	1	< 0.1%
389.96	1	< 0.1%
522.74	1	< 0.1%
720.32	1	< 0.1%
749.61	1	< 0.1%

Value	Count	Frequency (%)
21074.87	1	< 0.1%
20063.72	1	< 0.1%
20044.62	1	< 0.1%
19792.87	1	< 0.1%
19646.12	1	< 0.1%
19476.83	1	< 0.1%
19474.22	1	< 0.1%
19410.06	1	< 0.1%
19396.98	1	< 0.1%
19114.84	1	< 0.1%

num_credit_cards
Real number (ℝ)

Zeros

Distinct	11
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0002

Minimum	0
Maximum	10
Zeros	1340
Zeros (%)	13.4%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	10
Range	10
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.4121612
Coefficient of variation (CV)	0.70601002
Kurtosis	0.49196383
Mean	2.0002
Median Absolute Deviation (MAD)	1
Skewness	0.70571991
Sum	20002
Variance	1.9941994
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
1	2730	27.3%
2	2694	26.9%
3	1812	18.1%
0	1340	13.4%
4	888	8.9%
5	376	3.8%
6	118	1.2%
7	32	0.3%
8	7	0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
0	1340	13.4%
1	2730	27.3%
2	2694	26.9%
3	1812	18.1%
4	888	8.9%
5	376	3.8%
6	118	1.2%
7	32	0.3%
8	7	0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
10	1	< 0.1%
9	2	< 0.1%
8	7	0.1%
7	32	0.3%
6	118	1.2%
5	376	3.8%
4	888	8.9%
3	1812	18.1%
2	2694	26.9%
1	2730	27.3%

credit_score
Real number (ℝ)

Distinct	308
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	680.7964

Minimum	472
Maximum	850
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	472
5-th percentile	599
Q1	646
median	681
Q3	715
95-th percentile	763
Maximum	850
Range	378
Interquartile range (IQR)	69

Descriptive statistics

Standard deviation	50.272319
Coefficient of variation (CV)	0.073843398
Kurtosis	-0.049016738
Mean	680.7964
Median Absolute Deviation (MAD)	34
Skewness	0.00014289622
Sum	6807964
Variance	2527.3061
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
684	90	0.9%
687	90	0.9%
690	89	0.9%
681	87	0.9%
688	84	0.8%
665	84	0.8%
666	83	0.8%
686	83	0.8%
691	82	0.8%
676	82	0.8%
Other values (298)	9146	91.5%

Value	Count	Frequency (%)
472	1	< 0.1%
494	1	< 0.1%
514	1	< 0.1%
520	2	< 0.1%
521	1	< 0.1%
522	1	< 0.1%
526	1	< 0.1%
528	3	< 0.1%
533	1	< 0.1%
535	2	< 0.1%

Value	Count	Frequency (%)
850	5	0.1%
843	1	< 0.1%
833	1	< 0.1%
832	1	< 0.1%
831	1	< 0.1%
830	1	< 0.1%
829	1	< 0.1%
828	2	< 0.1%
827	1	< 0.1%
825	1	< 0.1%

loan_balance
Real number (ℝ)

High correlation

Distinct	9975
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14877.974

Minimum	1.51
Maximum	176120.56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	1.51
5-th percentile	747.0815
Q1	4134.1125
median	10335.495
Q3	20732.778
95-th percentile	44650.295
Maximum	176120.56
Range	176119.05
Interquartile range (IQR)	16598.665

Descriptive statistics

Standard deviation	14985.761
Coefficient of variation (CV)	1.0072447
Kurtosis	6.8351109
Mean	14877.974
Median Absolute Deviation (MAD)	7308.465
Skewness	2.0583806
Sum	1.4877974 × 10⁸
Variance	2.2457305 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15211.71	2	< 0.1%
212.75	2	< 0.1%
12434.56	2	< 0.1%
5500.28	2	< 0.1%
2231.51	2	< 0.1%
15596	2	< 0.1%
2390.65	2	< 0.1%
506.68	2	< 0.1%
1147.37	2	< 0.1%
13141.43	2	< 0.1%
Other values (9965)	9980	99.8%

Value	Count	Frequency (%)
1.51	1	< 0.1%
1.93	1	< 0.1%
2.11	1	< 0.1%
2.44	1	< 0.1%
2.7	1	< 0.1%
5.28	1	< 0.1%
7.24	1	< 0.1%
8.14	1	< 0.1%
9.51	1	< 0.1%
12.64	1	< 0.1%

Value	Count	Frequency (%)
176120.56	1	< 0.1%
127465.71	1	< 0.1%
124666.25	1	< 0.1%
121852.79	1	< 0.1%
120146.11	1	< 0.1%
118257.58	1	< 0.1%
115592.23	1	< 0.1%
115350.15	1	< 0.1%
111674.53	1	< 0.1%
110958.48	1	< 0.1%

avg_monthly_spend
Real number (ℝ)

High correlation

Distinct	9766
Distinct (%)	97.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1800.8887

Minimum	-877.78
Maximum	3963.35
Zeros	0
Zeros (%)	0.0%
Negative	15
Negative (%)	0.1%
Memory size	78.2 KiB

Quantile statistics

Minimum	-877.78
5-th percentile	792.4695
Q1	1399.625
median	1800.89
Q3	2206.735
95-th percentile	2822.5975
Maximum	3963.35
Range	4841.13
Interquartile range (IQR)	807.11

Descriptive statistics

Standard deviation	607.11077
Coefficient of variation (CV)	0.33711732
Kurtosis	-0.030312913
Mean	1800.8887
Median Absolute Deviation (MAD)	403.07
Skewness	-0.0016729499
Sum	18008887
Variance	368583.49
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1364.18	3	< 0.1%
1719.72	3	< 0.1%
1884.29	3	< 0.1%
1483.18	3	< 0.1%
1434.7	2	< 0.1%
1747.06	2	< 0.1%
1989.85	2	< 0.1%
2129.81	2	< 0.1%
1680.26	2	< 0.1%
2238.68	2	< 0.1%
Other values (9756)	9976	99.8%

Value	Count	Frequency (%)
-877.78	1	< 0.1%
-564.01	1	< 0.1%
-285.02	1	< 0.1%
-256.19	1	< 0.1%
-239	1	< 0.1%
-184.43	1	< 0.1%
-117.57	1	< 0.1%
-109.83	1	< 0.1%
-89.9	1	< 0.1%
-84.47	1	< 0.1%

Value	Count	Frequency (%)
3963.35	1	< 0.1%
3863.23	1	< 0.1%
3835.05	1	< 0.1%
3830.24	1	< 0.1%
3713.55	1	< 0.1%
3703.35	1	< 0.1%
3699.43	1	< 0.1%
3682.22	1	< 0.1%
3675.28	1	< 0.1%
3645.4	1	< 0.1%

missed_payments
Real number (ℝ)

High correlation Zeros

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4909

Minimum	0
Maximum	8
Zeros	2210
Zeros (%)	22.1%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	2
95-th percentile	4
Maximum	8
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2155924
Coefficient of variation (CV)	0.81534136
Kurtosis	0.68499405
Mean	1.4909
Median Absolute Deviation (MAD)	1
Skewness	0.82812407
Sum	14909
Variance	1.477665
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
1	3417	34.2%
2	2514	25.1%
0	2210	22.1%
3	1202	12.0%
4	479	4.8%
5	138	1.4%
6	29	0.3%
7	10	0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
0	2210	22.1%
1	3417	34.2%
2	2514	25.1%
3	1202	12.0%
4	479	4.8%
5	138	1.4%
6	29	0.3%
7	10	0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	10	0.1%
6	29	0.3%
5	138	1.4%
4	479	4.8%
3	1202	12.0%
2	2514	25.1%
1	3417	34.2%
0	2210	22.1%

region
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	605.4 KiB

East	2063
West	2012
North	2012
South	1987
Central	1926

Length

Max length	7
Median length	5
Mean length	4.9777
Min length	4

Characters and Unicode

Total characters	49777
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	West
2nd row	East
3rd row	Central
4th row	West
5th row	South

Common Values

Value	Count	Frequency (%)
East	2063	20.6%
West	2012	20.1%
North	2012	20.1%
South	1987	19.9%
Central	1926	19.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
east	2063	20.6%
west	2012	20.1%
north	2012	20.1%
south	1987	19.9%
central	1926	19.3%

Most occurring characters

Value	Count	Frequency (%)
t	10000	20.1%
s	4075	8.2%
o	3999	8.0%
h	3999	8.0%
a	3989	8.0%
e	3938	7.9%
r	3938	7.9%
E	2063	4.1%
W	2012	4.0%
N	2012	4.0%
Other values (5)	9752	19.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	49777	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	10000	20.1%
s	4075	8.2%
o	3999	8.0%
h	3999	8.0%
a	3989	8.0%
e	3938	7.9%
r	3938	7.9%
E	2063	4.1%
W	2012	4.0%
N	2012	4.0%
Other values (5)	9752	19.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	49777	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	10000	20.1%
s	4075	8.2%
o	3999	8.0%
h	3999	8.0%
a	3989	8.0%
e	3938	7.9%
r	3938	7.9%
E	2063	4.1%
W	2012	4.0%
N	2012	4.0%
Other values (5)	9752	19.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	49777	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	10000	20.1%
s	4075	8.2%
o	3999	8.0%
h	3999	8.0%
a	3989	8.0%
e	3938	7.9%
r	3938	7.9%
E	2063	4.1%
W	2012	4.0%
N	2012	4.0%
Other values (5)	9752	19.6%

loan_balance_log
Real number (ℝ)

High correlation

Distinct	9975
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.019635

Minimum	0.92028275
Maximum	12.07893
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0.92028275
5-th percentile	6.6175116
Q1	8.3272698
median	9.2434361
Q3	9.9395194
95-th percentile	10.706639
Maximum	12.07893
Range	11.158647
Interquartile range (IQR)	1.6122496

Descriptive statistics

Standard deviation	1.2975799
Coefficient of variation (CV)	0.14386169
Kurtosis	2.259858
Mean	9.019635
Median Absolute Deviation (MAD)	0.78164912
Skewness	-1.1307792
Sum	90196.35
Variance	1.6837137
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.629886542	2	< 0.1%
5.364807108	2	< 0.1%
9.428315389	2	< 0.1%
8.612736071	2	< 0.1%
7.710881792	2	< 0.1%
9.654833867	2	< 0.1%
7.779738783	2	< 0.1%
6.229851328	2	< 0.1%
7.046098825	2	< 0.1%
9.483601206	2	< 0.1%
Other values (9965)	9980	99.8%

Value	Count	Frequency (%)
0.9202827531	1	< 0.1%
1.075002423	1	< 0.1%
1.134622726	1	< 0.1%
1.235471471	1	< 0.1%
1.30833282	1	< 0.1%
1.83736998	1	< 0.1%
2.109000344	1	< 0.1%
2.212660385	1	< 0.1%
2.352327185	1	< 0.1%
2.613006652	1	< 0.1%

Value	Count	Frequency (%)
12.07892972	1	< 0.1%
11.75561051	1	< 0.1%
11.73340347	1	< 0.1%
11.71057716	1	< 0.1%
11.69647219	1	< 0.1%
11.68062886	1	< 0.1%
11.65783267	1	< 0.1%
11.65573623	1	< 0.1%
11.62335289	1	< 0.1%
11.61692037	1	< 0.1%

pca1
Real number (ℝ)

High correlation Unique

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-7.8159701 × 10^-18

Minimum	-4.1748279
Maximum	4.2730381
Zeros	0
Zeros (%)	0.0%
Negative	5090
Negative (%)	50.9%
Memory size	78.2 KiB

Quantile statistics

Minimum	-4.1748279
5-th percentile	-1.6199741
Q1	-0.69604755
median	-0.023379362
Q3	0.68756774
95-th percentile	1.7024509
Maximum	4.2730381
Range	8.447866
Interquartile range (IQR)	1.3836153

Descriptive statistics

Standard deviation	1.0183696
Coefficient of variation (CV)	-1.3029343 × 10¹⁷
Kurtosis	0.14564389
Mean	-7.8159701 × 10^-18
Median Absolute Deviation (MAD)	0.69020032
Skewness	0.12961845
Sum	7.1054274 × 10^-15
Variance	1.0370766
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.210173851	1	< 0.1%
-0.005025252127	1	< 0.1%
-0.5225779145	1	< 0.1%
0.6381900492	1	< 0.1%
1.596159711	1	< 0.1%
-0.958760143	1	< 0.1%
1.042856183	1	< 0.1%
-1.810144415	1	< 0.1%
-0.7222099121	1	< 0.1%
-1.357563637	1	< 0.1%
Other values (9990)	9990	99.9%

Value	Count	Frequency (%)
-4.174827876	1	< 0.1%
-3.714249239	1	< 0.1%
-3.68035998	1	< 0.1%
-3.533007898	1	< 0.1%
-3.351111675	1	< 0.1%
-3.322100361	1	< 0.1%
-3.306036454	1	< 0.1%
-3.301199625	1	< 0.1%
-3.271621491	1	< 0.1%
-3.147857749	1	< 0.1%

Value	Count	Frequency (%)
4.27303808	1	< 0.1%
4.03271911	1	< 0.1%
3.93765415	1	< 0.1%
3.795168638	1	< 0.1%
3.790700504	1	< 0.1%
3.698110751	1	< 0.1%
3.584267974	1	< 0.1%
3.553059477	1	< 0.1%
3.483948061	1	< 0.1%
3.448801841	1	< 0.1%

pca2
Real number (ℝ)

Unique

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.6342483 × 10^-17

Minimum	-3.8935813
Maximum	4.1699017
Zeros	0
Zeros (%)	0.0%
Negative	5063
Negative (%)	50.6%
Memory size	78.2 KiB

Quantile statistics

Minimum	-3.8935813
5-th percentile	-1.6136636
Q1	-0.68003503
median	-0.015310016
Q3	0.65609536
95-th percentile	1.6925444
Maximum	4.1699017
Range	8.063483
Interquartile range (IQR)	1.3361304

Descriptive statistics

Standard deviation	1.0127757
Coefficient of variation (CV)	-6.1971957 × 10¹⁶
Kurtosis	0.20130346
Mean	-1.6342483 × 10^-17
Median Absolute Deviation (MAD)	0.6688737
Skewness	0.12458755
Sum	-1.4210855 × 10^-13
Variance	1.0257145
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.728224002	1	< 0.1%
-0.2737628105	1	< 0.1%
-2.947089522	1	< 0.1%
1.560447233	1	< 0.1%
0.2203495728	1	< 0.1%
0.3427847577	1	< 0.1%
-0.06437472275	1	< 0.1%
0.598457478	1	< 0.1%
0.9183522908	1	< 0.1%
-0.3313555229	1	< 0.1%
Other values (9990)	9990	99.9%

Value	Count	Frequency (%)
-3.893581329	1	< 0.1%
-3.566164472	1	< 0.1%
-3.374005363	1	< 0.1%
-3.142957747	1	< 0.1%
-3.142750545	1	< 0.1%
-3.129998414	1	< 0.1%
-3.118694452	1	< 0.1%
-3.056756864	1	< 0.1%
-3.04136719	1	< 0.1%
-3.024853333	1	< 0.1%

Value	Count	Frequency (%)
4.169901692	1	< 0.1%
3.891479469	1	< 0.1%
3.826228206	1	< 0.1%
3.628458344	1	< 0.1%
3.619316327	1	< 0.1%
3.603268093	1	< 0.1%
3.568688902	1	< 0.1%
3.495234507	1	< 0.1%
3.441559415	1	< 0.1%
3.426973589	1	< 0.1%

cluster
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	566.5 KiB

2	2991
0	2895
1	2822
3	1292

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	2
4th row	3
5th row	1

Common Values

Value	Count	Frequency (%)
2	2991	29.9%
0	2895	28.9%
1	2822	28.2%
3	1292	12.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	2991	29.9%
0	2895	28.9%
1	2822	28.2%
3	1292	12.9%

Most occurring characters

Value	Count	Frequency (%)
2	2991	29.9%
0	2895	28.9%
1	2822	28.2%
3	1292	12.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	2991	29.9%
0	2895	28.9%
1	2822	28.2%
3	1292	12.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	2991	29.9%
0	2895	28.9%
1	2822	28.2%
3	1292	12.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	2991	29.9%
0	2895	28.9%
1	2822	28.2%
3	1292	12.9%

spend_to_limit_ratio
Real number (ℝ)

High correlation Skewed Unique

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.19427624

Minimum	-86.49092
Maximum	4.3803714
Zeros	0
Zeros (%)	0.0%
Negative	21
Negative (%)	0.2%
Memory size	78.2 KiB

Quantile statistics

Minimum	-86.49092
5-th percentile	0.073709686
Q1	0.13254135
median	0.17905158
Q3	0.24505953
95-th percentile	0.39514019
Maximum	4.3803714
Range	90.871291
Interquartile range (IQR)	0.11251818

Descriptive statistics

Standard deviation	0.88294653
Coefficient of variation (CV)	4.5447993
Kurtosis	9294.712
Mean	0.19427624
Median Absolute Deviation (MAD)	0.054050016
Skewness	-94.697345
Sum	1942.7624
Variance	0.77959457
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2373240139	1	< 0.1%
0.1989202288	1	< 0.1%
0.1948834084	1	< 0.1%
0.2263309198	1	< 0.1%
0.4613531079	1	< 0.1%
0.1069009247	1	< 0.1%
0.1154605386	1	< 0.1%
0.03877919054	1	< 0.1%
0.09896099179	1	< 0.1%
0.2187432348	1	< 0.1%
Other values (9990)	9990	99.9%

Value	Count	Frequency (%)
-86.49091974	1	< 0.1%
-7.087424129	1	< 0.1%
-4.315260049	1	< 0.1%
-2.42673027	1	< 0.1%
-0.6929204033	1	< 0.1%
-0.6785950922	1	< 0.1%
-0.08343046992	1	< 0.1%
-0.05935228935	1	< 0.1%
-0.024309127	1	< 0.1%
-0.02203559071	1	< 0.1%

Value	Count	Frequency (%)
4.380371393	1	< 0.1%
3.151067323	1	< 0.1%
3.144887151	1	< 0.1%
2.474894626	1	< 0.1%
2.457419059	1	< 0.1%
2.297622326	1	< 0.1%
2.263068403	1	< 0.1%
2.096018203	1	< 0.1%
2.005036387	1	< 0.1%
1.918373057	1	< 0.1%

debt_to_income_ratio
Real number (ℝ)

High correlation Skewed Unique

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.32352152

Minimum	-21.856784
Maximum	93.567037
Zeros	0
Zeros (%)	0.0%
Negative	16
Negative (%)	0.2%
Memory size	78.2 KiB

Quantile statistics

Minimum	-21.856784
5-th percentile	0.011474555
Q1	0.070354839
median	0.17728227
Q3	0.37045131
95-th percentile	0.92215009
Maximum	93.567037
Range	115.42382
Interquartile range (IQR)	0.30009647

Descriptive statistics

Standard deviation	1.5056987
Coefficient of variation (CV)	4.6540914
Kurtosis	2115.3613
Mean	0.32352152
Median Absolute Deviation (MAD)	0.12873978
Skewness	40.565017
Sum	3235.2152
Variance	2.2671287
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3231938624	1	< 0.1%
0.04633241708	1	< 0.1%
0.01781460424	1	< 0.1%
0.4353905014	1	< 0.1%
0.09195809431	1	< 0.1%
0.1885049258	1	< 0.1%
0.1516143939	1	< 0.1%
0.3461478053	1	< 0.1%
0.2278953553	1	< 0.1%
0.002311830616	1	< 0.1%
Other values (9990)	9990	99.9%

Value	Count	Frequency (%)
-21.85678392	1	< 0.1%
-13.02126372	1	< 0.1%
-9.710478476	1	< 0.1%
-7.706448239	1	< 0.1%
-3.161832038	1	< 0.1%
-1.630646846	1	< 0.1%
-1.321868865	1	< 0.1%
-1.285877694	1	< 0.1%
-1.269276165	1	< 0.1%
-1.072802633	1	< 0.1%

Value	Count	Frequency (%)
93.56703712	1	< 0.1%
64.6786197	1	< 0.1%
58.53316604	1	< 0.1%
42.53090543	1	< 0.1%
29.94576354	1	< 0.1%
21.39039747	1	< 0.1%
14.4134637	1	< 0.1%
13.30860258	1	< 0.1%
12.62925574	1	< 0.1%
12.30746968	1	< 0.1%

spend_credit_score_interaction
Real number (ℝ)

High correlation

Distinct	9997
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1225995.4

Minimum	-596012.62
Maximum	2855282.9
Zeros	0
Zeros (%)	0.0%
Negative	15
Negative (%)	0.1%
Memory size	78.2 KiB

Quantile statistics

Minimum	-596012.62
5-th percentile	530102.56
Q1	942453.62
median	1220242.5
Q3	1505750.7
95-th percentile	1938993.9
Maximum	2855282.9
Range	3451295.5
Interquartile range (IQR)	563297.06

Descriptive statistics

Standard deviation	424059.82
Coefficient of variation (CV)	0.34589021
Kurtosis	0.021863137
Mean	1225995.4
Median Absolute Deviation (MAD)	282677.19
Skewness	0.088409313
Sum	1.2259954 × 10¹⁰
Variance	1.7982673 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1414466.08	2	< 0.1%
1118288.64	2	< 0.1%
1359400.23	2	< 0.1%
1658287.26	1	< 0.1%
771675.82	1	< 0.1%
915731.52	1	< 0.1%
1039820.76	1	< 0.1%
1630971.5	1	< 0.1%
1120411.95	1	< 0.1%
1382406.72	1	< 0.1%
Other values (9987)	9987	99.9%

Value	Count	Frequency (%)
-596012.62	1	< 0.1%
-358146.35	1	< 0.1%
-200654.08	1	< 0.1%
-174465.39	1	< 0.1%
-152004	1	< 0.1%
-119326.21	1	< 0.1%
-77713.77	1	< 0.1%
-76222.02	1	< 0.1%
-64281.67	1	< 0.1%
-61581.5	1	< 0.1%

Value	Count	Frequency (%)
2855282.85	1	< 0.1%
2812313.49	1	< 0.1%
2774149.4	1	< 0.1%
2757400.95	1	< 0.1%
2737130.32	1	< 0.1%
2714631.36	1	< 0.1%
2691449.76	1	< 0.1%
2557994.88	1	< 0.1%
2531788.64	1	< 0.1%
2530415.65	1	< 0.1%

	age	avg_monthly_spend	cluster	credit_card_limit	credit_score	debt_to_income_ratio	employment_status	income	loan_balance	loan_balance_log	missed_payments	num_credit_cards	pca1	pca2	region	spend_credit_score_interaction	spend_to_limit_ratio
age	1.000	-0.005	0.048	-0.005	-0.005	-0.001	0.009	-0.002	-0.005	-0.005	0.005	-0.003	0.144	0.285	0.000	-0.004	-0.001
avg_monthly_spend	-0.005	1.000	0.314	0.018	-0.001	-0.002	0.000	-0.015	-0.005	-0.005	0.002	0.013	0.283	-0.464	0.008	0.973	0.719
cluster	0.048	0.314	1.000	0.365	0.153	0.177	0.000	0.223	0.486	0.381	0.174	0.104	0.305	0.232	0.009	0.345	0.000
credit_card_limit	-0.005	0.018	0.365	1.000	-0.002	0.000	0.015	0.018	0.006	0.006	0.004	-0.009	0.018	-0.237	0.000	0.018	-0.624
credit_score	-0.005	-0.001	0.153	-0.002	1.000	0.017	0.000	-0.012	0.017	0.017	0.015	-0.003	0.322	0.491	0.000	0.205	0.003
debt_to_income_ratio	-0.001	-0.002	0.177	0.000	0.017	1.000	0.000	-0.279	0.942	0.942	-0.019	-0.006	-0.096	0.338	0.012	0.003	-0.001
employment_status	0.009	0.000	0.000	0.015	0.000	0.000	1.000	0.000	0.000	0.006	0.010	0.019	0.008	0.000	0.000	0.000	0.000
income	-0.002	-0.015	0.223	0.018	-0.012	-0.279	0.000	1.000	0.001	0.001	-0.019	-0.007	-0.534	-0.099	0.000	-0.017	-0.021
loan_balance	-0.005	-0.005	0.486	0.006	0.017	0.942	0.000	0.001	1.000	1.000	-0.027	-0.009	-0.266	0.330	0.004	0.000	-0.007
loan_balance_log	-0.005	-0.005	0.381	0.006	0.017	0.942	0.006	0.001	1.000	1.000	-0.027	-0.009	-0.266	0.330	0.002	0.000	-0.007
missed_payments	0.005	0.002	0.174	0.004	0.015	-0.019	0.010	-0.019	-0.027	-0.027	1.000	-0.006	0.566	0.195	0.000	0.004	0.001
num_credit_cards	-0.003	0.013	0.104	-0.009	-0.003	-0.006	0.019	-0.007	-0.009	-0.009	-0.006	1.000	0.262	-0.416	0.000	0.013	0.022
pca1	0.144	0.283	0.305	0.018	0.322	-0.096	0.008	-0.534	-0.266	-0.266	0.566	0.262	1.000	0.012	0.011	0.345	0.200
pca2	0.285	-0.464	0.232	-0.237	0.491	0.338	0.000	-0.099	0.330	0.330	0.195	-0.416	0.012	1.000	0.000	-0.344	-0.192
region	0.000	0.008	0.009	0.000	0.000	0.012	0.000	0.000	0.004	0.002	0.000	0.000	0.011	0.000	1.000	0.014	0.000
spend_credit_score_interaction	-0.004	0.973	0.345	0.018	0.205	0.003	0.000	-0.017	0.000	0.000	0.004	0.013	0.345	-0.344	0.014	1.000	0.701
spend_to_limit_ratio	-0.001	0.719	0.000	-0.624	0.003	-0.001	0.000	-0.021	-0.007	-0.007	0.001	0.022	0.200	-0.192	0.000	0.701	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	customer_id	age	income	employment_status	credit_card_limit	num_credit_cards	credit_score	loan_balance	avg_monthly_spend	missed_payments	region	loan_balance_log	pca1	pca2	cluster	spend_to_limit_ratio	debt_to_income_ratio	spend_credit_score_interaction
0	CUST00000	56	42952.26	Unemployed	9026.70	0	774.0	13882.23	2142.49	2	West	9.538437	1.210174	1.728224	1	0.237324	0.323194	1658287.26
1	CUST00001	69	69507.31	Freelancer	16004.73	1	754.0	6338.18	1373.80	1	East	8.754505	0.049432	0.999300	0	0.085832	0.091186	1035845.20
2	CUST00002	46	72649.08	Freelancer	9410.59	6	720.0	13418.14	1397.71	0	Central	9.504437	-0.161978	-0.767478	2	0.148509	0.184695	1006351.20
3	CUST00003	32	50516.44	Unemployed	12264.08	2	728.0	35450.65	2103.35	3	West	10.475925	0.909416	0.663126	3	0.171491	0.701751	1531238.80
4	CUST00004	60	44564.56	Retired	12156.74	4	802.0	15181.27	1528.36	0	South	9.627884	0.909492	0.778636	1	0.125711	0.340650	1225744.72
5	CUST00005	25	92190.41	Unemployed	6459.93	2	719.0	27489.93	1670.70	2	Central	10.221611	-0.886300	0.672202	2	0.258585	0.298183	1201233.30
6	CUST00006	38	64549.92	Retired	4463.82	0	647.0	6338.24	1736.66	0	North	8.754514	-1.387904	0.172505	2	0.388965	0.098190	1123619.02
7	CUST00007	56	72719.36	Employed	12462.95	1	741.0	5186.24	1334.91	4	East	8.553957	1.169375	1.398565	0	0.107102	0.071318	989168.31
8	CUST00008	36	43558.48	Employed	6749.36	1	676.0	4432.63	1489.23	0	Central	8.396974	-0.531246	0.174823	2	0.220615	0.101760	1006719.48
9	CUST00009	40	35614.31	Employed	5007.45	5	704.0	10136.99	1789.37	1	Central	9.224045	1.169690	-0.415433	1	0.357270	0.284625	1259716.48

	customer_id	age	income	employment_status	credit_card_limit	num_credit_cards	credit_score	loan_balance	avg_monthly_spend	missed_payments	region	loan_balance_log	pca1	pca2	cluster	spend_to_limit_ratio	debt_to_income_ratio	spend_credit_score_interaction
9990	CUST09990	44	61787.21	Unemployed	7620.69	1	685.0	2269.03	1541.52	0	South	7.727548	-0.806224	0.159596	2	0.202254	0.036723	1055941.20
9991	CUST09991	35	79691.40	Employed	4682.80	3	658.0	1026.66	1796.56	0	South	6.935040	-1.031192	-0.962547	2	0.383569	0.012883	1182136.48
9992	CUST09992	41	72282.12	Employed	10546.25	2	708.0	4242.44	1703.00	3	South	8.353130	0.717278	0.163800	0	0.161464	0.058692	1205724.00
9993	CUST09993	54	52803.19	Freelancer	11137.48	0	693.0	19096.12	2216.89	2	West	9.857293	0.347880	0.741722	0	0.199030	0.361640	1536304.77
9994	CUST09994	41	77917.02	Employed	7025.31	1	673.0	6970.02	1629.36	3	North	8.849517	0.034828	0.509900	2	0.231894	0.089453	1096559.28
9995	CUST09995	55	61829.60	Employed	8399.68	0	773.0	50297.34	1087.02	2	East	10.825727	-0.545960	3.426974	3	0.129397	0.813470	840266.46
9996	CUST09996	51	57877.36	Employed	14626.40	2	660.0	5879.15	1995.95	3	South	8.679338	1.019767	-0.570666	0	0.136453	0.101578	1317327.00
9997	CUST09997	57	50476.02	Unemployed	13478.49	1	728.0	2441.33	1723.67	5	South	7.800708	2.411201	1.108859	0	0.127874	0.048365	1254831.76
9998	CUST09998	64	63320.38	Employed	5546.73	3	687.0	2914.59	1381.68	1	North	7.977827	0.125488	0.427576	2	0.249053	0.046029	949214.16
9999	CUST09999	32	79929.25	Freelancer	9746.09	4	687.0	10054.76	2187.70	3	Central	9.215901	0.784293	-1.017262	0	0.224446	0.125794	1502949.90

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample